teddy.processed.analysis

Dataset statistics

Number of variables	10
Number of observations	306145
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	23.4 MiB
Average record size in memory	80.0 B

Variable types

Numeric	10

Alerts

`u` is highly correlated with `g` and 6 other fields	High correlation
`g` is highly correlated with `u` and 7 other fields	High correlation
`r` is highly correlated with `u` and 7 other fields	High correlation
`i` is highly correlated with `u` and 7 other fields	High correlation
`z` is highly correlated with `u` and 7 other fields	High correlation
`uErr` is highly correlated with `u` and 7 other fields	High correlation
`gErr` is highly correlated with `u` and 8 other fields	High correlation
`rErr` is highly correlated with `u` and 8 other fields	High correlation
`iErr` is highly correlated with `g` and 7 other fields	High correlation
`zErr` is highly correlated with `gErr` and 2 other fields	High correlation
`u` is highly correlated with `g` and 6 other fields	High correlation
`g` is highly correlated with `u` and 6 other fields	High correlation
`r` is highly correlated with `u` and 7 other fields	High correlation
`i` is highly correlated with `u` and 7 other fields	High correlation
`z` is highly correlated with `u` and 7 other fields	High correlation
`uErr` is highly correlated with `u` and 7 other fields	High correlation
`gErr` is highly correlated with `u` and 8 other fields	High correlation
`rErr` is highly correlated with `u` and 8 other fields	High correlation
`iErr` is highly correlated with `r` and 6 other fields	High correlation
`zErr` is highly correlated with `gErr` and 2 other fields	High correlation
`u` is highly correlated with `g` and 5 other fields	High correlation
`g` is highly correlated with `u` and 6 other fields	High correlation
`r` is highly correlated with `u` and 6 other fields	High correlation
`i` is highly correlated with `u` and 6 other fields	High correlation
`z` is highly correlated with `u` and 6 other fields	High correlation
`uErr` is highly correlated with `u` and 6 other fields	High correlation
`gErr` is highly correlated with `u` and 7 other fields	High correlation
`rErr` is highly correlated with `g` and 7 other fields	High correlation
`iErr` is highly correlated with `gErr` and 2 other fields	High correlation
`zErr` is highly correlated with `rErr` and 1 other fields	High correlation
`u` is highly correlated with `g` and 6 other fields	High correlation
`g` is highly correlated with `u` and 7 other fields	High correlation
`r` is highly correlated with `u` and 8 other fields	High correlation
`i` is highly correlated with `u` and 8 other fields	High correlation
`z` is highly correlated with `u` and 8 other fields	High correlation
`uErr` is highly correlated with `u` and 7 other fields	High correlation
`gErr` is highly correlated with `u` and 8 other fields	High correlation
`rErr` is highly correlated with `u` and 8 other fields	High correlation
`iErr` is highly correlated with `g` and 7 other fields	High correlation
`zErr` is highly correlated with `r` and 5 other fields	High correlation
`uErr` has unique values	Unique
`gErr` has unique values	Unique
`rErr` has unique values	Unique
`iErr` has unique values	Unique
`zErr` has unique values	Unique

Reproduction

Analysis started	2022-02-27 19:48:03.712804
Analysis finished	2022-02-27 19:48:29.202488
Duration	25.49 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

u
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	286447
Distinct (%)	93.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.450424162

Minimum	4.14008053
Maximum	4.715880085
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	4.14008053
5-th percentile	4.298432906
Q1	4.394878337
median	4.458346435
Q3	4.505397268
95-th percentile	4.579030693
Maximum	4.715880085
Range	0.5757995554
Interquartile range (IQR)	0.1105189316

Descriptive statistics

Standard deviation	0.08727256171
Coefficient of variation (CV)	0.01960994245
Kurtosis	0.7369244066
Mean	4.450424162
Median Absolute Deviation (MAD)	0.05386319209
Skewness	-0.2068753038
Sum	1362475.105
Variance	0.007616500028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.447113981	5	< 0.1%
4.448454267	5	< 0.1%
4.476728904	5	< 0.1%
4.470087132	4	< 0.1%
4.447583494	4	< 0.1%
4.493336578	4	< 0.1%
4.507847527	4	< 0.1%
4.365585535	4	< 0.1%
4.467501933	4	< 0.1%
4.436050407	4	< 0.1%
Other values (286437)	306102	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.14008053	1	< 0.1%
4.140111296	1	< 0.1%
4.140195244	1	< 0.1%
4.140252516	1	< 0.1%
4.14029195	1	< 0.1%
4.140463584	1	< 0.1%
4.140470292	1	< 0.1%
4.140474218	1	< 0.1%
4.140483462	1	< 0.1%
4.14057426	1	< 0.1%

Value	Count	Frequency (%)
4.715880085	1	< 0.1%
4.715814536	1	< 0.1%
4.715809321	1	< 0.1%
4.715795705	1	< 0.1%
4.715780717	1	< 0.1%
4.715778741	1	< 0.1%
4.715771604	1	< 0.1%
4.715771219	1	< 0.1%
4.715768804	1	< 0.1%
4.71571154	2	< 0.1%

g
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	286976
Distinct (%)	93.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.330310087

Minimum	4.013674673
Maximum	4.562757062
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	4.013674673
5-th percentile	4.170609414
Q1	4.261271438
median	4.345223338
Q3	4.3996469
95-th percentile	4.462257018
Maximum	4.562757062
Range	0.5490823884
Interquartile range (IQR)	0.1383754618

Descriptive statistics

Standard deviation	0.09190792226
Coefficient of variation (CV)	0.02122432815
Kurtosis	-0.3235412083
Mean	4.330310087
Median Absolute Deviation (MAD)	0.065361186
Skewness	-0.4524174463
Sum	1325702.782
Variance	0.008447066174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.240615203	5	< 0.1%
4.435647728	5	< 0.1%
4.429623194	5	< 0.1%
4.376287049	4	< 0.1%
4.351697791	4	< 0.1%
4.444221257	4	< 0.1%
4.317721055	4	< 0.1%
4.271119878	4	< 0.1%
4.408150092	4	< 0.1%
4.377814106	4	< 0.1%
Other values (286966)	306102	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.013674673	1	< 0.1%
4.013889645	1	< 0.1%
4.013992163	1	< 0.1%
4.01400904	1	< 0.1%
4.01408128	1	< 0.1%
4.014226909	1	< 0.1%
4.01426655	1	< 0.1%
4.014884244	1	< 0.1%
4.014932613	1	< 0.1%
4.015026401	1	< 0.1%

Value	Count	Frequency (%)
4.562757062	1	< 0.1%
4.559422369	1	< 0.1%
4.558379751	1	< 0.1%
4.556974201	1	< 0.1%
4.553447873	1	< 0.1%
4.553372055	1	< 0.1%
4.553122083	1	< 0.1%
4.552971697	1	< 0.1%
4.552461058	1	< 0.1%
4.552366557	1	< 0.1%

r
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	284109
Distinct (%)	92.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.219469719

Minimum	3.942790444
Maximum	4.45792328
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	3.942790444
5-th percentile	4.086180072
Q1	4.153134489
median	4.223216789
Q3	4.276857071
95-th percentile	4.356139823
Maximum	4.45792328
Range	0.5151328355
Interquartile range (IQR)	0.123722582

Descriptive statistics

Standard deviation	0.08424142608
Coefficient of variation (CV)	0.01996493202
Kurtosis	-0.4763943135
Mean	4.219469719
Median Absolute Deviation (MAD)	0.06113866736
Skewness	-0.08483506413
Sum	1291769.557
Variance	0.007096617868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.227364645	5	< 0.1%
4.271448909	4	< 0.1%
4.241398538	4	< 0.1%
4.209550218	4	< 0.1%
4.13437851	4	< 0.1%
4.252070976	4	< 0.1%
4.129779301	4	< 0.1%
4.137125587	4	< 0.1%
4.249467641	4	< 0.1%
4.244222018	4	< 0.1%
Other values (284099)	306104	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.942790444	1	< 0.1%
3.942914557	1	< 0.1%
3.943178133	1	< 0.1%
3.943288333	1	< 0.1%
3.943300806	1	< 0.1%
3.94438106	1	< 0.1%
3.944520122	1	< 0.1%
3.944558259	1	< 0.1%
3.944682501	1	< 0.1%
3.944858258	1	< 0.1%

Value	Count	Frequency (%)
4.45792328	1	< 0.1%
4.456306375	1	< 0.1%
4.455590581	1	< 0.1%
4.452784786	1	< 0.1%
4.450755181	1	< 0.1%
4.450227172	1	< 0.1%
4.450092004	1	< 0.1%
4.449585937	1	< 0.1%
4.447466792	1	< 0.1%
4.447339565	1	< 0.1%

i
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	281774
Distinct (%)	92.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.171296928

Minimum	3.90566773
Maximum	4.401652855
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	3.90566773
5-th percentile	4.046734283
Q1	4.111284847
median	4.175939306
Q3	4.225626536
95-th percentile	4.294732176
Maximum	4.401652855
Range	0.4959851249
Interquartile range (IQR)	0.1143416891

Descriptive statistics

Standard deviation	0.07738981046
Coefficient of variation (CV)	0.01855293732
Kurtosis	-0.4304253826
Mean	4.171296928
Median Absolute Deviation (MAD)	0.05671445537
Skewness	-0.1658049424
Sum	1277021.698
Variance	0.005989182763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.078110065	4	< 0.1%
4.1345037	4	< 0.1%
4.189393109	4	< 0.1%
4.218767918	4	< 0.1%
4.120107959	4	< 0.1%
4.142475605	4	< 0.1%
4.084364341	4	< 0.1%
4.191297964	4	< 0.1%
4.202957475	4	< 0.1%
4.082658909	4	< 0.1%
Other values (281764)	306105	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.90566773	1	< 0.1%
3.905999697	1	< 0.1%
3.906210637	1	< 0.1%
3.906379791	1	< 0.1%
3.906851161	1	< 0.1%
3.906910793	1	< 0.1%
3.906916852	1	< 0.1%
3.906924354	1	< 0.1%
3.906977636	1	< 0.1%
3.907049957	1	< 0.1%

Value	Count	Frequency (%)
4.401652855	1	< 0.1%
4.401624733	1	< 0.1%
4.400013354	1	< 0.1%
4.399744434	1	< 0.1%
4.399536234	1	< 0.1%
4.397799677	1	< 0.1%
4.397597219	1	< 0.1%
4.397499197	1	< 0.1%
4.397331271	1	< 0.1%
4.396632453	1	< 0.1%

z
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	281089
Distinct (%)	91.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.141787799

Minimum	3.876660841
Maximum	4.372613596
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	3.876660841
5-th percentile	4.017535909
Q1	4.08318128
median	4.146012822
Q3	4.19528822
95-th percentile	4.264935707
Maximum	4.372613596
Range	0.4959527553
Interquartile range (IQR)	0.1121069402

Descriptive statistics

Standard deviation	0.07701498271
Coefficient of variation (CV)	0.01859462301
Kurtosis	-0.3743906179
Mean	4.141787799
Median Absolute Deviation (MAD)	0.05575259366
Skewness	-0.1558285645
Sum	1267987.626
Variance	0.005931307562
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.078292332	5	< 0.1%
4.115617762	4	< 0.1%
4.138871714	4	< 0.1%
4.158956196	4	< 0.1%
4.128261805	4	< 0.1%
4.26299676	4	< 0.1%
4.166125876	4	< 0.1%
4.170819195	4	< 0.1%
4.150557565	4	< 0.1%
4.07112749	4	< 0.1%
Other values (281079)	306104	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.876660841	1	< 0.1%
3.876678519	1	< 0.1%
3.876719573	1	< 0.1%
3.876774178	1	< 0.1%
3.87693798	1	< 0.1%
3.876970581	1	< 0.1%
3.877186496	1	< 0.1%
3.877187282	1	< 0.1%
3.877525768	1	< 0.1%
3.877526063	1	< 0.1%

Value	Count	Frequency (%)
4.372613596	1	< 0.1%
4.372428539	1	< 0.1%
4.372325448	1	< 0.1%
4.372156586	1	< 0.1%
4.372013763	1	< 0.1%
4.371814901	1	< 0.1%
4.371785285	1	< 0.1%
4.371752951	1	< 0.1%
4.371672044	1	< 0.1%
4.37163671	1	< 0.1%

uErr
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	306145
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.751966378

Minimum	-5.989450365
Maximum	0.4284759332
Zeros	0
Zeros (%)	0.0%
Negative	295383
Negative (%)	96.5%
Memory size	2.3 MiB

Quantile statistics

Minimum	-5.989450365
5-th percentile	-3.903257992
Q1	-2.497533178
median	-1.597732965
Q3	-0.9058569665
95-th percentile	-0.1079462242
Maximum	0.4284759332
Range	6.417926298
Interquartile range (IQR)	1.591676211

Descriptive statistics

Standard deviation	1.1436446
Coefficient of variation (CV)	-0.6527777097
Kurtosis	-0.01439868754
Mean	-1.751966378
Median Absolute Deviation (MAD)	0.7775894641
Skewness	-0.5770173508
Sum	-536355.7468
Variance	1.307922971
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.6772993	1	< 0.1%
-0.7070839411	1	< 0.1%
-1.152541564	1	< 0.1%
-0.8346047645	1	< 0.1%
-2.139414922	1	< 0.1%
-3.040738435	1	< 0.1%
-3.251163427	1	< 0.1%
-1.436134238	1	< 0.1%
-2.713321426	1	< 0.1%
-2.175453021	1	< 0.1%
Other values (306135)	306135	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.989450365	1	< 0.1%
-5.964088409	1	< 0.1%
-5.950761885	1	< 0.1%
-5.9389259	1	< 0.1%
-5.924461941	1	< 0.1%
-5.923147453	1	< 0.1%
-5.89312276	1	< 0.1%
-5.883710943	1	< 0.1%
-5.877758503	1	< 0.1%
-5.874923188	1	< 0.1%

Value	Count	Frequency (%)
0.4284759332	1	< 0.1%
0.4284637009	1	< 0.1%
0.4284174491	1	< 0.1%
0.4283042582	1	< 0.1%
0.4281457307	1	< 0.1%
0.4276998611	1	< 0.1%
0.4274117353	1	< 0.1%
0.4273982443	1	< 0.1%
0.4273874628	1	< 0.1%
0.4272170411	1	< 0.1%

gErr
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	306145
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.807537702

Minimum	-5.463659632
Maximum	-1.59098666
Zeros	0
Zeros (%)	0.0%
Negative	306145
Negative (%)	100.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-5.463659632
5-th percentile	-4.936135378
Q1	-4.46546238
median	-3.833972921
Q3	-3.244591631
95-th percentile	-2.4679411
Maximum	-1.59098666
Range	3.872672973
Interquartile range (IQR)	1.220870749

Descriptive statistics

Standard deviation	0.7771950596
Coefficient of variation (CV)	-0.2041201218
Kurtosis	-0.6418518422
Mean	-3.807537702
Median Absolute Deviation (MAD)	0.6106850307
Skewness	0.3022734045
Sum	-1165658.63
Variance	0.6040321606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4.231863446	1	< 0.1%
-3.337469049	1	< 0.1%
-4.030598865	1	< 0.1%
-3.77432298	1	< 0.1%
-4.293798156	1	< 0.1%
-4.674537924	1	< 0.1%
-4.712973936	1	< 0.1%
-3.868527362	1	< 0.1%
-4.411717133	1	< 0.1%
-4.738467816	1	< 0.1%
Other values (306135)	306135	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.463659632	1	< 0.1%
-5.452990247	1	< 0.1%
-5.435793609	1	< 0.1%
-5.434997319	1	< 0.1%
-5.433183192	1	< 0.1%
-5.427678751	1	< 0.1%
-5.422583048	1	< 0.1%
-5.421195255	1	< 0.1%
-5.417562491	1	< 0.1%
-5.417437892	1	< 0.1%

Value	Count	Frequency (%)
-1.59098666	1	< 0.1%
-1.591268999	1	< 0.1%
-1.591374034	1	< 0.1%
-1.591468497	1	< 0.1%
-1.591584603	1	< 0.1%
-1.592232421	1	< 0.1%
-1.592361839	1	< 0.1%
-1.592472598	1	< 0.1%
-1.593002002	1	< 0.1%
-1.593219088	1	< 0.1%

rErr
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	306145
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.902248231

Minimum	-4.842348093
Maximum	-2.316442643
Zeros	0
Zeros (%)	0.0%
Negative	306145
Negative (%)	100.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-4.842348093
5-th percentile	-4.450022644
Q1	-4.225098603
median	-3.988030438
Q3	-3.660414959
95-th percentile	-3.051790652
Maximum	-2.316442643
Range	2.52590545
Interquartile range (IQR)	0.5646836446

Descriptive statistics

Standard deviation	0.4295883677
Coefficient of variation (CV)	-0.1100874015
Kurtosis	0.4341478198
Mean	-3.902248231
Median Absolute Deviation (MAD)	0.2695475933
Skewness	0.8770298958
Sum	-1194653.785
Variance	0.1845461657
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4.281339944	1	< 0.1%
-3.682638907	1	< 0.1%
-4.146066145	1	< 0.1%
-3.951882555	1	< 0.1%
-4.103335432	1	< 0.1%
-4.13545449	1	< 0.1%
-4.197881094	1	< 0.1%
-4.035537355	1	< 0.1%
-4.092298471	1	< 0.1%
-4.367879225	1	< 0.1%
Other values (306135)	306135	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.842348093	1	< 0.1%
-4.821990973	1	< 0.1%
-4.819191221	1	< 0.1%
-4.803089344	1	< 0.1%
-4.80080286	1	< 0.1%
-4.799078821	1	< 0.1%
-4.79817188	1	< 0.1%
-4.796293642	1	< 0.1%
-4.792827907	1	< 0.1%
-4.792373882	1	< 0.1%

Value	Count	Frequency (%)
-2.316442643	1	< 0.1%
-2.316722962	1	< 0.1%
-2.317020971	1	< 0.1%
-2.317079064	1	< 0.1%
-2.317155286	1	< 0.1%
-2.317254058	1	< 0.1%
-2.318113663	1	< 0.1%
-2.318307708	1	< 0.1%
-2.318502257	1	< 0.1%
-2.319140567	1	< 0.1%

iErr
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	306145
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.711891984

Minimum	-4.687352277
Maximum	-2.148897138
Zeros	0
Zeros (%)	0.0%
Negative	306145
Negative (%)	100.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-4.687352277
5-th percentile	-4.143779386
Q1	-3.945210513
median	-3.759195075
Q3	-3.52501356
95-th percentile	-3.118581491
Maximum	-2.148897138
Range	2.538455139
Interquartile range (IQR)	0.4201969528

Descriptive statistics

Standard deviation	0.3174215623
Coefficient of variation (CV)	-0.08551476274
Kurtosis	0.6435866523
Mean	-3.711891984
Median Absolute Deviation (MAD)	0.2051619909
Skewness	0.7740167841
Sum	-1136377.171
Variance	0.1007564482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4.165368271	1	< 0.1%
-3.477280933	1	< 0.1%
-3.914014408	1	< 0.1%
-3.694949479	1	< 0.1%
-3.84183313	1	< 0.1%
-3.777432724	1	< 0.1%
-3.851580502	1	< 0.1%
-3.854392835	1	< 0.1%
-3.77293484	1	< 0.1%
-4.045774547	1	< 0.1%
Other values (306135)	306135	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.687352277	1	< 0.1%
-4.549590839	1	< 0.1%
-4.538946081	1	< 0.1%
-4.535195267	1	< 0.1%
-4.523470181	1	< 0.1%
-4.518374933	1	< 0.1%
-4.513728594	1	< 0.1%
-4.510963131	1	< 0.1%
-4.507071959	1	< 0.1%
-4.506950589	1	< 0.1%

Value	Count	Frequency (%)
-2.148897138	1	< 0.1%
-2.149412092	1	< 0.1%
-2.149866065	1	< 0.1%
-2.151916794	1	< 0.1%
-2.152801871	1	< 0.1%
-2.159004497	1	< 0.1%
-2.159344229	1	< 0.1%
-2.159944465	1	< 0.1%
-2.160755629	1	< 0.1%
-2.161210669	1	< 0.1%

zErr
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	306145
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.206814261

Minimum	-4.481989388
Maximum	-1.372695403
Zeros	0
Zeros (%)	0.0%
Negative	306145
Negative (%)	100.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-4.481989388
5-th percentile	-3.734217329
Q1	-3.470269867
median	-3.247003498
Q3	-2.986478027
95-th percentile	-2.535875488
Maximum	-1.372695403
Range	3.109293985
Interquartile range (IQR)	0.4837918401

Descriptive statistics

Standard deviation	0.3682715594
Coefficient of variation (CV)	-0.1148403149
Kurtosis	0.5489950257
Mean	-3.206814261
Median Absolute Deviation (MAD)	0.2393219266
Skewness	0.6215566459
Sum	-981750.1518
Variance	0.1356239414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-3.728521215	1	< 0.1%
-2.728244531	1	< 0.1%
-3.271559794	1	< 0.1%
-3.042259571	1	< 0.1%
-3.155069524	1	< 0.1%
-2.970492648	1	< 0.1%
-3.089888523	1	< 0.1%
-3.193789909	1	< 0.1%
-3.033786707	1	< 0.1%
-3.40851422	1	< 0.1%
Other values (306135)	306135	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.481989388	1	< 0.1%
-4.452966211	1	< 0.1%
-4.352873611	1	< 0.1%
-4.349740585	1	< 0.1%
-4.345057047	1	< 0.1%
-4.344088679	1	< 0.1%
-4.340147113	1	< 0.1%
-4.340052003	1	< 0.1%
-4.339466491	1	< 0.1%
-4.338748319	1	< 0.1%

Value	Count	Frequency (%)
-1.372695403	1	< 0.1%
-1.37296665	1	< 0.1%
-1.374002287	1	< 0.1%
-1.376286964	1	< 0.1%
-1.376483034	1	< 0.1%
-1.379443937	1	< 0.1%
-1.381274506	1	< 0.1%
-1.387411671	1	< 0.1%
-1.396855807	1	< 0.1%
-1.401511505	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	u	g	r	i	z	uErr	gErr	rErr	iErr	zErr
0	4.483746	4.343481	4.241404	4.204140	4.182654	-1.677299	-4.231863	-4.281340	-4.165368	-3.728521
1	4.491665	4.389035	4.277610	4.236744	4.204361	-0.881700	-3.113318	-3.658649	-3.648646	-3.193702
2	4.503284	4.436334	4.313700	4.264086	4.235675	-0.918657	-2.707566	-3.497811	-3.502225	-3.154995
3	4.394540	4.237716	4.134374	4.098717	4.072904	-2.477287	-4.627525	-4.349149	-4.081926	-3.754782
4	4.431373	4.337483	4.209127	4.167879	4.138687	-1.959126	-3.886534	-4.157697	-3.983670	-3.705842
5	4.403668	4.257815	4.143118	4.106667	4.083163	-1.899961	-4.175228	-4.078067	-3.835319	-3.452655
6	4.574533	4.476773	4.358260	4.311123	4.284871	-0.462633	-2.322977	-3.337323	-3.415510	-2.993526
7	4.452492	4.349101	4.236746	4.197457	4.165483	-1.511520	-3.716447	-4.025638	-3.918315	-2.634167
8	4.464525	4.349370	4.249643	4.216229	4.193434	-1.545325	-3.933293	-4.104074	-3.942459	-3.650699
9	4.418917	4.339874	4.243064	4.208524	4.186363	-2.029290	-3.771700	-3.927089	-3.782695	-3.474072

Last rows

	u	g	r	i	z	uErr	gErr	rErr	iErr	zErr
306135	4.522091	4.425310	4.316342	4.250661	4.209480	-0.503946	-2.837633	-3.151667	-3.092734	-2.847622
306136	4.548819	4.473455	4.356153	4.292815	4.259143	-0.569692	-2.391060	-3.136930	-3.116880	-2.890001
306137	4.623320	4.478354	4.372535	4.311171	4.280582	-0.657245	-2.679417	-3.272047	-3.309023	-2.980389
306138	4.605070	4.420807	4.286240	4.233190	4.198247	0.068238	-3.128750	-3.671060	-3.490849	-3.290587
306139	4.551997	4.408168	4.276329	4.224104	4.186736	-0.058089	-3.010925	-3.603465	-3.423200	-3.099019
306140	4.477264	4.371494	4.312826	4.257764	4.229376	-0.474360	-2.918404	-2.514621	-2.421791	-2.055913
306141	4.674760	4.411714	4.276398	4.215644	4.180888	-0.144703	-2.199854	-2.717175	-2.590172	-2.366846
306142	4.701564	4.449168	4.337647	4.271167	4.239775	-1.055403	-2.323258	-2.815455	-2.846164	-2.508469
306143	4.692045	4.460599	4.345465	4.281025	4.236006	-1.276604	-2.177615	-2.765151	-2.827652	-2.648325
306144	4.458751	4.439211	4.325040	4.255861	4.213431	-1.525927	-2.891918	-3.258731	-3.316571	-3.022117

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows